An ANN-Based Temperature Controller for a Plastic Injection Moulding System

This paper proposes an approach to an ANN-based temperature controller design for a plastic injection moulding system. This design approach is applied to the development of a controller based on a combination of a classical ANN and integrator. The controller provides a fast temperature response and...

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Vydáno v:Electronics (Basel) Ročník 8; číslo 11; s. 1272
Hlavní autoři: Khomenko, Maksym, Veligorskyi, Oleksandr, Chakirov, Roustiam, Vagapov, Yuriy
Médium: Journal Article
Jazyk:angličtina
Vydáno: Basel MDPI AG 01.11.2019
Témata:
Cartridges
Control algorithms
Control systems design
Controllers
Efficiency
Heaters
Injection molding
Manufacturing
Parameter estimation
Productivity
ISSN:2079-9292, 2079-9292
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Shrnutí:This paper proposes an approach to an ANN-based temperature controller design for a plastic injection moulding system. This design approach is applied to the development of a controller based on a combination of a classical ANN and integrator. The controller provides a fast temperature response and zero steady-state error for three typical heaters (bar, nozzle, and cartridge) for a plastic moulding system. The simulation results in Matlab Simulink software and in comparison to an industrial PID regulator have shown the advantages of the controller, such as significantly less overshoot and faster transient (compared to PID with autotuning) for all examined heaters. In order to verify the proposed approach, the designed ANN controller was implemented and tested using an experimental setup based on an STM32 board.
Bibliografie:ObjectType-Article-1
SourceType-Scholarly Journals-1
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ISSN:2079-9292
2079-9292
DOI:10.3390/electronics8111272